• Title/Summary/Keyword: common zero

Search Result 238, Processing Time 0.035 seconds

A Bayesian zero-inflated negative binomial regression model based on Pólya-Gamma latent variables with an application to pharmaceutical data (폴랴-감마 잠재변수에 기반한 베이지안 영과잉 음이항 회귀모형: 약학 자료에의 응용)

  • Seo, Gi Tae;Hwang, Beom Seuk
    • The Korean Journal of Applied Statistics
    • /
    • v.35 no.2
    • /
    • pp.311-325
    • /
    • 2022
  • For count responses, the situation of excess zeros often occurs in various research fields. Zero-inflated model is a common choice for modeling such count data. Bayesian inference for the zero-inflated model has long been recognized as a hard problem because the form of conditional posterior distribution is not in closed form. Recently, however, Pillow and Scott (2012) and Polson et al. (2013) proposed a Pólya-Gamma data-augmentation strategy for logistic and negative binomial models, facilitating Bayesian inference for the zero-inflated model. We apply Bayesian zero-inflated negative binomial regression model to longitudinal pharmaceutical data which have been previously analyzed by Min and Agresti (2005). To facilitate posterior sampling for longitudinal zero-inflated model, we use the Pólya-Gamma data-augmentation strategy.

Performance Analysis of Stabilizer Fin Applied Coanda System (코안다 시스템이 장착된 안정기용 핀의 성능해석)

  • Seo, Dae-Won;Lee, Se-Jin;Oh, Jungkeun
    • Journal of Ocean Engineering and Technology
    • /
    • v.30 no.1
    • /
    • pp.18-24
    • /
    • 2016
  • Stabilizer fins are installed on each side of a ship to control its roll motion. The most common stabilizer fin is a rolling control system that uses the lift force on the fin surface. If the angle of attack of a stabilizer fin is zero or the speed is zero, it cannot control the roll motion. The Coanda effect is well known to generate lift force in marine field. The performance of stabilizer fin that applies the Coanda effect has been verified by model tests and numerical simulations. It was found that a stabilizer fin that applied the Coanda effect at Cj = 0.085 and a zero angle of attack exactly coincided with that of the original fin at α = 26°. In addition, the power needed to generate the Coanda effect was not high compared to the motor power of the original stabilizer fin.

Three Phase Three-Level Switched Voltage Source PWM Inverter with Zero Neutral Point Potential (영 전위 중성점을 가진 새로운 3상 Three-Level 스위치 전압원 인버터)

  • Oh Won-Sik;Han Sang-Kyoo;Choi Seong-Wook;Moon Gun-Woo
    • Proceedings of the KIPE Conference
    • /
    • 2004.07b
    • /
    • pp.630-634
    • /
    • 2004
  • A new three phase three-level Pulse Width Modulation (PWM) Switched Voltage Source (SVS) inverter with zero neutral point potential is proposed. The major advantage is that the peak value of the phase output voltage is twice as high as that of the conventional neutral-point-clamped (NPC) PWM inverter. Furthermore, three-level waveforms of the proposed inverter can be achieved without switch voltage unbalance problem. Since the average neutral point potential of the proposed inverter is zero, the common ground between input stage and output stage is possible. The proposed inverter is verified by experimental results based on a laboratory prototype.

  • PDF

Development of Mixed Reliability Demonstration Test Plans (혼합형 신뢰성 실증시험계획의 개발)

  • Seo, Sun-Keun
    • Journal of Applied Reliability
    • /
    • v.15 no.3
    • /
    • pp.170-175
    • /
    • 2015
  • Reliability demonstration tests (RDT's) are widely employed in design verification and process validation stages of industry. New mixed attribute-variable RDT plans that compromise demerits of the corresponding zero and zero or one failure plans which are common in practice are developed for the exponential distribution. The proposed mixed plans are compared with the typical RDT plans in terms of probability of acceptance and expected test termination time. A numerical example is provided to illustrate the mixed plans and a procedure to extend these plans to the Weibull distribution with known shape parameter is also presented.

Approximation of the Distribution Function for the Number of Innovation Activities Using a Mixture Model (기술혁신 횟수의 분포함수 추정 -혼합모형을 적용하여-)

  • Yoo Seung-Hoon;Park Doo-Ho
    • Journal of Korea Technology Innovation Society
    • /
    • v.8 no.3
    • /
    • pp.887-910
    • /
    • 2005
  • This paper attempts to approximate the distribution function for the number of innovation activities (NIA). To this end, the dataset of 2002 Korean Innovation Survey (KIS 2002) published by Science and Technology Policy Institute is used. To deal with zero NTI values given by a considerable number of firms in the KIS 2002 survey, a mixture model of distributions for NIA is applied. The NIA is specified as a mixture of two distributions, one with a point mass at zero and the other with full support on the positive half of the real line. The model was empirically verified for the KIS 2002 data. The mixture model can easily capture the common bimodality feature of the NIA distribution. In addition, when covariates were added to the mixture model, it was found that the probability that a firm has zero NIA significantly varies with some variables.

  • PDF

Sample size calculations for clustered count data based on zero-inflated discrete Weibull regression models

  • Hanna Yoo
    • Communications for Statistical Applications and Methods
    • /
    • v.31 no.1
    • /
    • pp.55-64
    • /
    • 2024
  • In this study, we consider the sample size determination problem for clustered count data with many zeros. In general, zero-inflated Poisson and binomial models are commonly used for zero-inflated data; however, in real data the assumptions that should be satisfied when using each model might be violated. We calculate the required sample size based on a discrete Weibull regression model that can handle both underdispersed and overdispersed data types. We use the Monte Carlo simulation to compute the required sample size. With our proposed method, a unified model with a low failure risk can be used to cope with the dispersed data type and handle data with many zeros, which appear in groups or clusters sharing a common variation source. A simulation study shows that our proposed method provides accurate results, revealing that the sample size is affected by the distribution skewness, covariance structure of covariates, and amount of zeros. We apply our method to the pancreas disorder length of the stay data collected from Western Australia.

VISCOSITY METHODS OF APPROXIMATION FOR A COMMON SOLUTION OF A FINITE FAMILY OF ACCRETIVE OPERATORS

  • Chen, Jun-Min;Zhang, Li-Juan;Fan, Tie-Gang
    • East Asian mathematical journal
    • /
    • v.27 no.1
    • /
    • pp.11-21
    • /
    • 2011
  • In this paper, we try to extend the viscosity approximation technique to find a particular common zero of a finite family of accretive mappings in a Banach space which is strictly convex reflexive and has a weakly sequentially continuous duality mapping. The explicit viscosity approximation scheme is proposed and its strong convergence to a solution of a variational inequality is proved.

Performance Comparison of Common-Mode Voltage Reduction Methods in terms of Modulation Index (변조지수에 따른 공통모드 전압 저감 기법 성능 비교)

  • Heo, Geon;Park, Yongsoon
    • Proceedings of the KIPE Conference
    • /
    • 2020.08a
    • /
    • pp.106-108
    • /
    • 2020
  • This paper introduces a new pulse-width modulation (PWM) method to reduce common-mode voltages (CMVs) and compare its performance with other reduced CMV-PWM (RCMV-PWM) methods. To avoid the use of zero-vectors which cause high CMV peaks, the introduced method splits every reference vector into two vectors such that the peak-to-peak magnitude of CMV is reduced by one-third of conventional space-vector PWM (SVPWM). The performance of RCMV-PWMs altered by the modulation index are analyzed with simulation results.

  • PDF

A Study on the Analysis and Application of Neutral Line Zero Sequence Currents Reduction Device in Commercial Facility Loads (상업용 설비 부하의 중성선 영상전류 저감장치 분석 및 적용에 관한 연구)

  • Kim, Kyung-Chul;Lee, Il-Moo;Paik, Seung-Hyun
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
    • /
    • v.18 no.5
    • /
    • pp.54-60
    • /
    • 2004
  • With the proliferation of nonlinear loads such as commercial facilities in all of modern society high neutral harmonic currents have been observed. High neutral currents in three-phase four-wire distribution systems can cause lots of harmonic problems. The most common solution of neutral harmonic currents reduction is a zero phase sequence filter using zig-zag transformer. This paper analyzes a commercially available neutral line zero sequence currents reduction device and applies the equipment to commercial office loads for eliminating harmonics. Experimental results m compared numerically and graphically with simulation results through the use of MATLAB.

DCT Domain Zero-Watermarking based on CRT (CRT 기반의 DCT 영역 제로-워터마킹)

  • Kim, Hyoung-Do;Sohn, Kyu-Seek
    • The Journal of the Korea Contents Association
    • /
    • v.11 no.1
    • /
    • pp.9-15
    • /
    • 2011
  • Zero-watermarking is a digital watermarking technique that can escape from data distortion and quality degradation by no watermark insertion into digital images to be watermarked. This paper proposes DCT0CRT, a CRT-based zero-watermarking technique in the domain of DCT. One of the DC and low-frequency AC coefficients of each DCT block chosen in chaotic way from an image is selected by testing whether it satisfies the CRT-based condition matching with the watermark bit to be embedded. Such selection information forms a key to extract the watermark from the watermarked image. Experimental results show that the image quality watermarked by DCT0CRT is better than that watermarked by any other CRT-based watermarking techniques and the inserted watermark is robust against some common attacks such as sharpening, blurring, and JPEG lossy compression.